Automated Fact Checking in the News Room
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Abstract (arXiv)
Fact checking is an essential task in journalism; its importance has been highlighted due to recently increased concerns and efforts in combating misinformation. In this paper, we present an automated fact-checking platform which given a claim, it retrieves relevant textual evidence from a document collection, predicts whether each piece of evidence supports or refutes the claim, and returns a final verdict. We describe the architecture of the system and the user interface, focusing on the choices made to improve its user-friendliness and transparency. We conduct a user study of the fact-checking platform in a journalistic setting: we integrated it with a collection of news articles and provide an evaluation of the platform using feedback from journalists in their workflow. We found that the predictions of our platform were correct 58% of the time, and 59% of the returned evidence was relevant.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Apr 2019.
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Citing papers per year: 2021: 4; 2022: 4; 2023: 1; 2024: 2; 2025: 2.
13 papers.
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- 2021Automated Fact-Checking for Assisting Human Fact-Checkerscited by 144
- 2023AVeriTeC: A Dataset for Real-world Claim Verification with Evidence from the Webcited by 144
- 2024The Automated Verification of Textual Claims (AVeriTeC) Shared Taskcited by 29
- 2025Show Me the Work: Fact-Checkers' Requirements for Explainable Automated Fact-Checkingcited by 29
- 2021Assisting the Human Fact-Checkers: Detecting All Previously Fact-Checked Claims in a Documentcited by 19
- 2024Can LLMs Improve Multimodal Fact-Checking by Asking Relevant Questions?cited by 17
- 2021FacTeR-Check: Semi-automated fact-checking through Semantic Similarity and Natural Language Inferencecited by 10
- 2022DISCO: Comprehensive and Explainable Disinformation Detectioncited by 9
- 2025Labeling Synthetic Content: User Perceptions of Warning Label Designs for AI-generated Content on Social Mediacited by 8
- 2022Autonomation, Not Automation: Activities and Needs of European Fact-checkers as a Basis for Designing Human-Centered AI Systemscited by 7
- 2022Quote Erat Demonstrandum: A Web Interface for Exploring the Quotebank Corpuscited by 5
- 2022Science Checker: Extractive-Boolean Question Answering For Scientific Fact Checkingcited by 1
1 more
- 2025Labeling Synthetic Content: User Perceptions of Warning Label Designs for AI-generated Content on Social Media14 Feb 2025
- 2025Show Me the Work: Fact-Checkers' Requirements for Explainable Automated Fact-Checking13 Feb 2025
- 2024The Automated Verification of Textual Claims (AVeriTeC) Shared Task31 Oct 2024
- 2024Can LLMs Improve Multimodal Fact-Checking by Asking Relevant Questions?6 Oct 2024
- 2023AVeriTeC: A Dataset for Real-world Claim Verification with Evidence from the Web22 May 2023
- 2022Autonomation, Not Automation: Activities and Needs of European Fact-checkers as a Basis for Designing Human-Centered AI Systems22 Nov 2022
- 2022Quote Erat Demonstrandum: A Web Interface for Exploring the Quotebank Corpus7 Jul 2022
- 2022Science Checker: Extractive-Boolean Question Answering For Scientific Fact Checking26 Apr 2022
- 2022DISCO: Comprehensive and Explainable Disinformation Detection9 Mar 2022
- 2021FacTeR-Check: Semi-automated fact-checking through Semantic Similarity and Natural Language Inference27 Oct 2021
- 2021Assisting the Human Fact-Checkers: Detecting All Previously Fact-Checked Claims in a Document14 Sep 2021
- 2021Priberam at MESINESP Multi-label Classification of Medical Texts Task12 May 2021
1 more
- 2021Automated Fact-Checking for Assisting Human Fact-Checkers13 Mar 2021
- 2021Automated Fact-Checking for Assisting Human Fact-Checkerscited by 144
- 2023AVeriTeC: A Dataset for Real-world Claim Verification with Evidence from the Webcited by 144
- 2024The Automated Verification of Textual Claims (AVeriTeC) Shared Taskcited by 29
- 2025Show Me the Work: Fact-Checkers' Requirements for Explainable Automated Fact-Checkingcited by 29
- 2021Assisting the Human Fact-Checkers: Detecting All Previously Fact-Checked Claims in a Documentcited by 19
- 2024Can LLMs Improve Multimodal Fact-Checking by Asking Relevant Questions?cited by 17
- 2021FacTeR-Check: Semi-automated fact-checking through Semantic Similarity and Natural Language Inferencecited by 10
- 2022DISCO: Comprehensive and Explainable Disinformation Detectioncited by 9
- 2025Labeling Synthetic Content: User Perceptions of Warning Label Designs for AI-generated Content on Social Mediacited by 8
- 2022Autonomation, Not Automation: Activities and Needs of European Fact-checkers as a Basis for Designing Human-Centered AI Systemscited by 7
- 2022Quote Erat Demonstrandum: A Web Interface for Exploring the Quotebank Corpuscited by 5
- 2022Science Checker: Extractive-Boolean Question Answering For Scientific Fact Checkingcited by 1
12 most cited of 13 All 13 (JSON)
- 2025Labeling Synthetic Content: User Perceptions of Warning Label Designs for AI-generated Content on Social Media14 Feb 2025
- 2025Show Me the Work: Fact-Checkers' Requirements for Explainable Automated Fact-Checking13 Feb 2025
- 2024The Automated Verification of Textual Claims (AVeriTeC) Shared Task31 Oct 2024
- 2024Can LLMs Improve Multimodal Fact-Checking by Asking Relevant Questions?6 Oct 2024
- 2023AVeriTeC: A Dataset for Real-world Claim Verification with Evidence from the Web22 May 2023
- 2022Autonomation, Not Automation: Activities and Needs of European Fact-checkers as a Basis for Designing Human-Centered AI Systems22 Nov 2022
- 2022Quote Erat Demonstrandum: A Web Interface for Exploring the Quotebank Corpus7 Jul 2022
- 2022Science Checker: Extractive-Boolean Question Answering For Scientific Fact Checking26 Apr 2022
- 2022DISCO: Comprehensive and Explainable Disinformation Detection9 Mar 2022
- 2021FacTeR-Check: Semi-automated fact-checking through Semantic Similarity and Natural Language Inference27 Oct 2021
- 2021Assisting the Human Fact-Checkers: Detecting All Previously Fact-Checked Claims in a Document14 Sep 2021
- 2021Priberam at MESINESP Multi-label Classification of Medical Texts Task12 May 2021
12 newest of 13 All 13 (JSON)